Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "71" csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 120 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_ Found 115 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
antnum = row['Ant']
if antnum != int(antenna):
continue
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459594 | RF_maintenance | 100.00% | 12.97% | 100.00% | 0.00% | 100.00% | 0.00% | 1.378939 | 11.722821 | 0.372146 | 81.897449 | 16.515160 | 27.272175 | 9.815520 | 30.873551 | 0.5563 | 0.0776 | 0.2608 | 7.552645 | 1.229848 |
| 2459593 | RF_maintenance | 100.00% | 51.38% | 100.00% | 0.00% | 100.00% | 0.00% | 7.336283 | 19.146878 | 0.662524 | 86.572841 | 11.624808 | 37.867260 | 6.693688 | 11.573720 | 0.4827 | 0.0682 | 0.2337 | 4.584119 | 1.218828 |
| 2459592 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | -0.287071 | 1.378692 | -0.672283 | 8.015771 | 0.433089 | 1.491677 | 1.687949 | 0.310718 | 0.0354 | 0.0330 | 0.0072 | nan | nan |
| 2459591 | RF_maintenance | 100.00% | 91.35% | 100.00% | 0.00% | 100.00% | 0.00% | 39.312773 | 21.760810 | 7.852676 | 100.623600 | 12.201321 | 32.479000 | 4.965328 | 2.170666 | 0.3188 | 0.0509 | 0.1265 | 9.969322 | 1.234200 |
| 2459590 | RF_maintenance | 100.00% | 97.30% | 100.00% | 0.00% | 100.00% | 0.00% | 26.497523 | 25.334703 | 3.690907 | 93.743379 | 15.173037 | 34.974526 | 5.010269 | 3.905712 | 0.3078 | 0.0574 | 0.0970 | 4.221945 | 1.245837 |
| 2459589 | RF_maintenance | 100.00% | 56.73% | 100.00% | 0.00% | 100.00% | 0.00% | 4.384154 | 23.049977 | -0.200154 | 86.880233 | 7.051587 | 22.068016 | 5.449882 | 16.967532 | 0.4520 | 0.0751 | 0.1752 | 3.844819 | 1.215580 |
| 2459588 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 194.373067 | 223.882253 | inf | inf | 27.128322 | 26.913538 | 77.138415 | 17.974200 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459587 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 9.793991 | 22.937823 | 3.228911 | 135.735987 | -23.333991 | -23.858603 | -4.675000 | -4.393628 | nan | nan | nan | 3.516702 | 1.146800 |
| 2459586 | RF_maintenance | 100.00% | 77.84% | 100.00% | 0.00% | 100.00% | 0.00% | 11.422477 | 20.523360 | -0.162956 | 32.658232 | 9.704209 | 11.501380 | 0.959296 | 6.564874 | 0.3408 | 0.0566 | 0.1175 | 6.142557 | 1.246359 |
| 2459585 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.597424 | 25.451239 | -1.167380 | 11.197068 | -0.892083 | 10.169081 | 1.242195 | 4.741655 | 0.0452 | 0.0344 | 0.0042 | 0.000000 | 0.000000 |
| 2459584 | RF_maintenance | 100.00% | 89.80% | 100.00% | 0.00% | 100.00% | 0.00% | 53.636082 | 26.185032 | 8.660800 | 116.219287 | 13.207510 | 18.749041 | 27.147220 | 32.719770 | 0.3028 | 0.0435 | 0.0970 | 2.362369 | 0.954143 |
| 2459583 | RF_maintenance | 100.00% | 89.14% | 100.00% | 0.00% | 100.00% | 0.00% | 41.782555 | 19.473466 | 2.076171 | 36.043644 | 4.619789 | 23.447923 | 0.947878 | 0.219426 | 0.3368 | 0.0514 | 0.1226 | 9.351891 | 1.183092 |
| 2459582 | RF_maintenance | 100.00% | 88.65% | 100.00% | 0.00% | 100.00% | 0.00% | 35.767078 | 16.803595 | 1.759398 | 32.746671 | 7.558176 | 28.420366 | 0.781667 | 0.343983 | 0.3144 | 0.0437 | 0.1264 | 12.579096 | 1.179137 |
| 2459581 | RF_maintenance | 100.00% | 88.65% | 100.00% | 0.00% | 100.00% | 0.00% | 49.416481 | 23.309760 | 1.885354 | 36.946487 | 9.747974 | 22.951372 | 26.393737 | 0.364153 | 0.3345 | 0.0527 | 0.1020 | 5.238741 | 1.213385 |
| 2459580 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459579 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459578 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | -0.110069 | 1.724199 | -0.505883 | 3.007688 | 0.549826 | 0.478090 | 2.639501 | 1.461547 | 0.0360 | 0.0365 | 0.0083 | nan | nan |
| 2459577 | RF_maintenance | 100.00% | 95.24% | 100.00% | 0.00% | 100.00% | 0.00% | 6.019343 | 22.619205 | 0.030350 | 34.555098 | 3.308030 | 24.862870 | 0.384119 | 0.375362 | 0.3148 | 0.0509 | 0.0731 | 2.885035 | 1.211779 |
| 2459576 | RF_maintenance | 100.00% | 91.84% | 100.00% | 0.00% | 100.00% | 0.00% | 0.725793 | 17.393104 | 0.050293 | 27.705956 | 2.727400 | 22.003993 | 0.839498 | 1.041000 | 0.3257 | 0.0544 | 0.0591 | 4.676141 | 1.268380 |
| 2459575 | RF_maintenance | 100.00% | 45.92% | 100.00% | 0.00% | 100.00% | 0.00% | 8.029280 | 18.456001 | 0.111547 | 27.519095 | 5.465696 | 17.054124 | 2.952602 | 6.040079 | 0.4350 | 0.0661 | 0.1659 | 3.488611 | 1.196501 |
| 2459574 | RF_maintenance | 100.00% | 83.33% | 100.00% | 0.00% | 100.00% | 0.00% | 1.632199 | 16.406255 | -0.056595 | 26.329399 | 2.683900 | 24.311538 | -0.093254 | 0.648443 | 0.3286 | 0.0500 | 0.0613 | 3.401470 | 1.205053 |
| 2459573 | RF_maintenance | 100.00% | 84.91% | 100.00% | 0.00% | 100.00% | 0.00% | 32.648589 | 16.893020 | 2.226252 | 45.291770 | 6.479513 | 28.288474 | -0.405241 | 1.383965 | 0.3431 | 0.0485 | 0.0987 | 7.613669 | 0.824416 |
| 2459572 | RF_maintenance | 100.00% | 94.05% | 100.00% | 0.00% | 100.00% | 0.00% | 25.506483 | 17.012898 | 0.579620 | 26.487117 | 17.497801 | 17.989520 | 1.222141 | 2.501735 | 0.3277 | 0.0525 | 0.0818 | 11.085203 | 1.247497 |
| 2459571 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 0.165407 | 1.389781 | -0.332559 | 3.091250 | -0.752461 | 0.556586 | -0.486902 | 1.403117 | 0.0367 | 0.0381 | 0.0080 | nan | nan |
| 2459570 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459569 | RF_maintenance | 100.00% | 42.75% | 53.46% | 0.00% | 100.00% | 0.00% | 4.366973 | 1.578930 | -0.163116 | 3.058083 | 2.771978 | 95.955233 | 2.810030 | 13.753406 | 0.5530 | 0.4455 | 0.0981 | 6.037722 | 1.228782 |
| 2459566 | RF_maintenance | 100.00% | 87.03% | 0.00% | 0.00% | 100.00% | 0.00% | 17.206943 | 0.056080 | 0.557627 | 4.254126 | 17.572285 | 4.421214 | 4.450117 | 0.742316 | 0.3105 | 0.6298 | 0.2826 | 2.870283 | 3.049395 |
| 2459565 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | -1.185954 | -1.185954 | -1.077553 | -1.077553 | -0.891166 | -0.891166 | -0.958079 | -0.958079 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459564 | RF_maintenance | 100.00% | 84.44% | 0.00% | 0.00% | 100.00% | 0.00% | 11.645454 | 3.106000 | 0.679307 | 3.307221 | 1.832257 | 0.325131 | 1.579354 | -1.210313 | 0.3460 | 0.6252 | 0.2462 | 4.914416 | 2.714442 |
| 2459563 | RF_maintenance | 100.00% | 86.44% | 0.00% | 0.00% | 100.00% | 0.00% | 15.159610 | 7.181805 | 19.160525 | 25.033079 | 12.961780 | 16.421702 | 1.639475 | -1.465907 | 0.3264 | 0.6172 | 0.2537 | 6.224217 | 2.026718 |
| 2459562 | RF_maintenance | 100.00% | 84.91% | 0.00% | 0.00% | 100.00% | 0.00% | 11.205418 | 1.953474 | -0.251907 | 1.224425 | 0.874428 | 0.258640 | 0.535294 | -0.986483 | 0.3492 | 0.6274 | 0.2459 | 5.367073 | 2.817059 |
| 2459561 | RF_maintenance | 100.00% | 0.00% | 0.00% | 100.00% | 100.00% | 0.00% | 8.181968 | 2.649203 | 1.081195 | 1.690628 | 0.618355 | 0.639545 | -1.565920 | -1.971745 | 0.3489 | 0.3260 | -0.2109 | 4.916019 | 2.537194 |
| 2459560 | RF_maintenance | 100.00% | 0.00% | 0.00% | 100.00% | 100.00% | 0.00% | 7.427481 | 2.265004 | 0.675117 | 1.503065 | 0.539697 | 0.881980 | -1.194420 | -1.833334 | 0.3150 | 0.2911 | -0.2122 | 5.262072 | 2.448248 |
| 2459559 | RF_maintenance | 100.00% | 0.00% | 0.00% | 100.00% | 100.00% | 0.00% | 7.361394 | 2.962724 | 1.309494 | 2.008197 | 1.538670 | 1.243411 | -0.875986 | -1.567851 | 0.3416 | 0.3289 | -0.2075 | 2.902255 | 2.248930 |
| 2459558 | RF_maintenance | 100.00% | 0.00% | 0.00% | 100.00% | 100.00% | 0.00% | 10.369405 | 7.432246 | 12.264505 | 12.851745 | 13.932301 | 16.825406 | -0.912283 | -1.590795 | 0.3355 | 0.3137 | -0.2077 | 2.849199 | 2.402739 |
| 2459557 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0591 | 0.0677 | 0.0313 | nan | nan |
| 2459556 | RF_maintenance | 100.00% | 0.00% | 0.00% | 100.00% | 100.00% | 0.00% | 5.728993 | 8.027124 | 13.501602 | 13.380231 | 17.937870 | 15.468990 | -2.992922 | -2.221493 | 0.3112 | 0.3232 | -0.2574 | 2.423022 | 2.555839 |
| 2459554 | RF_maintenance | - | 0.00% | 0.00% | 100.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.2840 | 0.2934 | -0.2811 | nan | nan |
| 2459553 | RF_maintenance | - | 0.00% | 0.00% | 100.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.2990 | 0.3057 | -0.2792 | nan | nan |
| 2459552 | RF_maintenance | 100.00% | 0.00% | 0.00% | 100.00% | 100.00% | 0.00% | 13.081431 | 8.917128 | 16.483771 | 18.439033 | 22.419647 | 23.294811 | 1.350967 | 0.094557 | 0.3467 | 0.3291 | -0.2077 | 0.000000 | 0.000000 |
| 2459551 | RF_maintenance | 100.00% | 0.00% | 0.00% | 100.00% | 100.00% | 0.00% | 8.061740 | 2.466171 | 0.997594 | 1.846219 | 0.957110 | 1.205685 | -1.425636 | -2.057119 | 0.3484 | 0.3255 | -0.1946 | 4.720169 | 2.342408 |
| 2459550 | RF_maintenance | - | 97.53% | 97.53% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0569 | 0.0525 | 0.0125 | nan | nan |
| 2459549 | RF_maintenance | 100.00% | 0.00% | 0.00% | 100.00% | 100.00% | 0.00% | 12.519705 | 7.289491 | 11.776825 | 13.514391 | 15.551858 | 16.225565 | -1.944110 | -2.384700 | 0.3457 | 0.3214 | -0.2033 | 3.485587 | 2.748578 |
| 2459542 | RF_maintenance | 100.00% | 0.00% | 0.00% | 100.00% | 100.00% | 0.00% | 9.369984 | 7.280111 | 25.256537 | 26.663871 | 1.297067 | 1.506166 | -0.643516 | -1.649507 | 0.4193 | 0.4065 | -0.2074 | 2.380212 | 2.214975 |
| 2459541 | RF_maintenance | 100.00% | 1.34% | 1.79% | 97.76% | 100.00% | 0.00% | 5.959409 | 6.300404 | 16.581626 | 15.844731 | 10.281307 | 13.008166 | 4.332282 | 4.417913 | 0.4144 | 0.4183 | -0.2273 | 2.298003 | 2.416803 |
| 2459540 | RF_maintenance | 100.00% | 0.00% | 0.00% | 97.32% | 100.00% | 0.00% | 11.384110 | 3.280018 | 2.511061 | 2.841216 | 1.954157 | 2.814980 | -0.312226 | -0.460856 | 0.4294 | 0.4153 | -0.1769 | 3.760686 | 2.325150 |
| 2459536 | RF_maintenance | 100.00% | 37.06% | 37.06% | 62.94% | 100.00% | 0.00% | 16.847349 | 11.585796 | 19.880332 | 22.060442 | 21.351556 | 22.762257 | -1.754820 | -3.162927 | 0.2548 | 0.2437 | -0.1324 | 4.478654 | 2.029218 |
| 2459535 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 8.031593 | 2.497978 | 2.024662 | 2.374089 | 0.471694 | 5.305269 | -0.941984 | 1.058817 | 0.0836 | 0.0776 | -0.0047 | 1.201170 | 1.202954 |
| 2459534 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 8.432375 | 2.032361 | 1.113830 | 1.502876 | 0.888256 | 2.091568 | -0.193606 | -0.982992 | 0.1019 | 0.0984 | -0.0045 | 1.164993 | 1.164975 |
| 2459533 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 14.091563 | 7.589901 | 12.449019 | 13.248219 | 13.181284 | 14.611811 | -1.824738 | -2.139875 | 0.0901 | 0.0955 | -0.0056 | 1.205107 | 1.205591 |
| 2459532 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 16.927081 | 8.911554 | 16.180482 | 17.039104 | 16.668785 | 18.440557 | -0.096398 | -1.971792 | 0.0907 | 0.0903 | -0.0074 | 1.077371 | 1.074841 |
| 2459530 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 7.834312 | 2.289326 | 0.942208 | 1.312633 | 1.127107 | 1.356848 | 0.601466 | -0.649128 | 0.1034 | 0.0995 | -0.0082 | 1.156142 | 1.157590 |
| 2459527 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459524 | RF_maintenance | 100.00% | 0.00% | 0.00% | 100.00% | 100.00% | 0.00% | 17.115511 | 8.315736 | 12.857829 | 13.855691 | 29.805433 | 22.098357 | -0.683611 | -1.369694 | 0.6958 | 0.6648 | -0.1942 | 0.000000 | 0.000000 |
| 2459523 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 19.966430 | 9.567161 | 17.871285 | 20.126740 | 9.198219 | 25.274118 | -5.307838 | -5.239825 | nan | nan | nan | 7.694418 | 4.801036 |
| 2459522 | RF_maintenance | 100.00% | 0.00% | 0.00% | 100.00% | 100.00% | 0.00% | 10.429611 | 6.813571 | 16.633896 | 16.795160 | 5.071322 | 20.188847 | -1.890287 | -2.240943 | 0.4238 | 0.4124 | -0.1966 | 3.090718 | 2.932689 |
| 2459513 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 5.465445 | 5.250571 | 10.151987 | 9.125050 | -1.383562 | 4.443389 | -0.177602 | -0.664122 | 0.0455 | 0.0400 | 0.0073 | nan | nan |
| 2459508 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 15.558453 | 8.565822 | 10.398726 | 10.803280 | 13.099817 | 9.644275 | 10.062501 | 13.089030 | 0.1048 | 0.1018 | -0.0036 | 0.000000 | 0.000000 |
| 2459505 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 82.521615 | 90.105604 | 112.028293 | 107.901186 | 112.123160 | 103.759753 | 781.549815 | 566.511769 | 0.0067 | 0.0068 | 0.0043 | 1.059834 | 1.063692 |
auto_metrics notebooks.¶html_to_display = ''
for am_html in auto_metric_htmls:
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD).
HTML(html_to_display)
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 71.875780 | 1.720295 | 21.317959 | -0.624692 | 71.875780 | 9.483312 | 25.666304 | 10.230965 | 4.749805 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 77.274189 | 0.222493 | 20.885159 | -0.287559 | 77.274189 | 5.053459 | 22.905357 | 11.037635 | 12.180590 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 92.671191 | 25.731901 | 25.306915 | 3.485075 | 92.671191 | 25.150903 | 31.379071 | 6.786662 | 3.895610 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 75.488988 | 18.016735 | 26.976449 | 1.290662 | 75.488988 | 23.258265 | 30.694067 | 2.336031 | 2.287463 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 71.533170 | -0.126503 | 19.291912 | -0.937399 | 71.533170 | 5.376773 | 24.050167 | 0.434054 | 2.613787 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 74.121584 | 1.060062 | 10.556762 | -0.634085 | 74.121584 | 20.469703 | 22.943938 | 8.366366 | 11.528177 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 85.560405 | -0.362478 | 20.166413 | -0.892696 | 85.560405 | 4.921290 | 30.771328 | 0.370321 | 2.380881 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 82.852244 | -0.343061 | 20.953808 | -0.750135 | 82.852244 | 2.058148 | 24.029390 | 0.378610 | 0.424125 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 80.194471 | 27.464080 | 46.133618 | 80.194471 | 6.506789 | 33.541460 | 11.224670 | 1.118012 | 2.209128 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | ee Power | 1.164844 | 1.161609 | 1.161609 | 1.164844 | 1.164844 | 0.915630 | 0.915630 | 0.911139 | 0.911139 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 78.127972 | 45.506559 | 24.807568 | 6.475340 | 78.127972 | 4.242213 | 26.317784 | 1.216683 | 1.353493 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 86.852788 | 29.770970 | 51.782362 | 86.852788 | 6.962631 | 33.457660 | 8.259452 | 3.072391 | 3.017695 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 77.559472 | 55.656908 | 33.081374 | 5.563276 | 77.559472 | 20.044532 | 43.131771 | 6.738305 | 4.038141 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 88.659166 | 0.522654 | 29.105668 | -0.058156 | 88.659166 | 2.992199 | 34.345206 | -0.320331 | 4.587754 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 71.981012 | 23.667256 | 26.799161 | 71.981012 | 2.702803 | 29.894181 | 16.183460 | 3.688009 | 2.739936 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | ee Temporal Variability | 1.292208 | 1.149757 | 1.149757 | 1.153665 | 1.153665 | 1.292208 | 1.292208 | 1.272549 | 1.272549 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 67.023094 | 24.107722 | 1.900530 | 67.023094 | -0.254672 | 34.296362 | 5.937791 | 6.089305 | 0.281309 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 73.846390 | 35.689818 | 24.141225 | 4.285275 | 73.846390 | 21.221497 | 37.885778 | 1.101468 | 1.600680 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 67.380290 | 27.589912 | 0.741060 | 67.380290 | 0.014327 | 46.693984 | 7.196025 | 4.396774 | -0.787916 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | ee Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 129.055893 | 26.285153 | 41.765972 | 129.055893 | 9.312895 | 23.878391 | 10.121103 | 2.247656 | 5.226377 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 80.713809 | 26.943381 | 38.910515 | 80.713809 | 5.233764 | 29.085916 | 20.775238 | 9.628985 | 8.247008 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Shape | 13.323056 | 13.323056 | -0.839683 | 12.604622 | -0.766008 | 2.617015 | -0.960616 | 5.438397 | 0.701092 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 74.948300 | 21.644218 | -0.106732 | 74.948300 | -0.419392 | 38.208688 | 9.361394 | 1.128733 | -0.812266 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 82.731918 | 26.337430 | 36.600305 | 82.731918 | 5.218675 | 38.455788 | 18.853378 | 3.701379 | 3.266171 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 73.519465 | 3.944181 | 22.108094 | -0.385827 | 73.519465 | 8.206652 | 39.138769 | 1.317782 | 5.623586 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 112.636713 | 23.021215 | 37.475605 | 112.636713 | 8.861140 | 43.910204 | 10.932983 | 2.455259 | 0.967824 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 71.050916 | 38.413974 | 25.505112 | 5.339617 | 71.050916 | 5.741394 | 30.360449 | 1.485954 | 2.504818 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 78.101991 | 2.215431 | 26.499842 | -0.678456 | 78.101991 | 7.150234 | 29.525052 | 0.762411 | 2.375484 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | ee Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 79.662914 | 0.458218 | 18.702942 | -0.946680 | 79.662914 | 38.970434 | 52.018828 | 23.094934 | 53.269003 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 57.083336 | 7.178456 | 21.957415 | -0.037483 | 57.083336 | 11.351046 | 31.338672 | 1.513801 | 10.565771 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 74.110013 | 2.427723 | 24.850619 | -0.524412 | 74.110013 | 5.081447 | 34.395033 | 4.133075 | 22.706002 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 91.986175 | 26.415464 | 45.398784 | 91.986175 | 7.353734 | 31.234445 | 5.499229 | 15.679643 | 4.224428 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 105.539521 | 22.054359 | 36.646741 | 105.539521 | 8.323203 | 36.873670 | 10.771585 | 8.128583 | 11.478713 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Temporal Variability | 38.840102 | 11.765198 | 25.534574 | 24.624123 | 4.768046 | 38.840102 | 5.590597 | -2.318034 | 2.871669 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | ee Temporal Discontinuties | 1.953386 | 1.451533 | -0.351376 | -0.119562 | 0.021018 | 0.185906 | -1.017038 | 1.953386 | -0.113309 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 89.012538 | 1.175778 | 25.950060 | -0.684929 | 89.012538 | 14.621037 | 44.706271 | 7.279641 | 23.500937 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 89.658979 | 18.963524 | 20.463751 | 4.178172 | 89.658979 | 10.992617 | 12.875440 | 1.108800 | 3.095934 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 107.463265 | 22.635329 | 40.560475 | 107.463265 | 10.505342 | 26.198753 | 4.619146 | 11.915561 | 2.501970 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 84.055639 | 23.049200 | 22.214717 | 3.700595 | 84.055639 | 19.453997 | 36.704795 | 17.898056 | 7.568969 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 94.557140 | 21.737931 | 3.028328 | 94.557140 | -0.018676 | 30.474153 | 6.624773 | 8.938626 | 1.139459 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | inf | 318.288892 | 308.285857 | inf | inf | 61.157591 | 40.862346 | 595.032468 | 279.029379 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | inf | 396.446641 | 382.036236 | inf | inf | 31.090654 | 24.299494 | 172.783322 | 80.906315 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 81.897449 | 1.378939 | 11.722821 | 0.372146 | 81.897449 | 16.515160 | 27.272175 | 9.815520 | 30.873551 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 86.572841 | 7.336283 | 19.146878 | 0.662524 | 86.572841 | 11.624808 | 37.867260 | 6.693688 | 11.573720 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 8.015771 | 1.378692 | -0.287071 | 8.015771 | -0.672283 | 1.491677 | 0.433089 | 0.310718 | 1.687949 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 100.623600 | 21.760810 | 39.312773 | 100.623600 | 7.852676 | 32.479000 | 12.201321 | 2.170666 | 4.965328 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 93.743379 | 26.497523 | 25.334703 | 3.690907 | 93.743379 | 15.173037 | 34.974526 | 5.010269 | 3.905712 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 86.880233 | 23.049977 | 4.384154 | 86.880233 | -0.200154 | 22.068016 | 7.051587 | 16.967532 | 5.449882 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | ee Power | inf | 194.373067 | 223.882253 | inf | inf | 27.128322 | 26.913538 | 77.138415 | 17.974200 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 135.735987 | 22.937823 | 9.793991 | 135.735987 | 3.228911 | -23.858603 | -23.333991 | -4.393628 | -4.675000 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 32.658232 | 11.422477 | 20.523360 | -0.162956 | 32.658232 | 9.704209 | 11.501380 | 0.959296 | 6.564874 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Shape | 25.451239 | -0.597424 | 25.451239 | -1.167380 | 11.197068 | -0.892083 | 10.169081 | 1.242195 | 4.741655 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 116.219287 | 53.636082 | 26.185032 | 8.660800 | 116.219287 | 13.207510 | 18.749041 | 27.147220 | 32.719770 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | ee Shape | 41.782555 | 41.782555 | 19.473466 | 2.076171 | 36.043644 | 4.619789 | 23.447923 | 0.947878 | 0.219426 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | ee Shape | 35.767078 | 16.803595 | 35.767078 | 32.746671 | 1.759398 | 28.420366 | 7.558176 | 0.343983 | 0.781667 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | ee Shape | 49.416481 | 49.416481 | 23.309760 | 1.885354 | 36.946487 | 9.747974 | 22.951372 | 26.393737 | 0.364153 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 3.007688 | -0.110069 | 1.724199 | -0.505883 | 3.007688 | 0.549826 | 0.478090 | 2.639501 | 1.461547 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 34.555098 | 22.619205 | 6.019343 | 34.555098 | 0.030350 | 24.862870 | 3.308030 | 0.375362 | 0.384119 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 27.705956 | 17.393104 | 0.725793 | 27.705956 | 0.050293 | 22.003993 | 2.727400 | 1.041000 | 0.839498 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 27.519095 | 18.456001 | 8.029280 | 27.519095 | 0.111547 | 17.054124 | 5.465696 | 6.040079 | 2.952602 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 26.329399 | 1.632199 | 16.406255 | -0.056595 | 26.329399 | 2.683900 | 24.311538 | -0.093254 | 0.648443 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 45.291770 | 16.893020 | 32.648589 | 45.291770 | 2.226252 | 28.288474 | 6.479513 | 1.383965 | -0.405241 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 26.487117 | 17.012898 | 25.506483 | 26.487117 | 0.579620 | 17.989520 | 17.497801 | 2.501735 | 1.222141 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 3.091250 | 1.389781 | 0.165407 | 3.091250 | -0.332559 | 0.556586 | -0.752461 | 1.403117 | -0.486902 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Temporal Variability | 95.955233 | 1.578930 | 4.366973 | 3.058083 | -0.163116 | 95.955233 | 2.771978 | 13.753406 | 2.810030 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | ee Temporal Variability | 17.572285 | 0.056080 | 17.206943 | 4.254126 | 0.557627 | 4.421214 | 17.572285 | 0.742316 | 4.450117 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Temporal Variability | -0.891166 | -1.185954 | -1.185954 | -1.077553 | -1.077553 | -0.891166 | -0.891166 | -0.958079 | -0.958079 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | ee Shape | 11.645454 | 11.645454 | 3.106000 | 0.679307 | 3.307221 | 1.832257 | 0.325131 | 1.579354 | -1.210313 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 25.033079 | 15.159610 | 7.181805 | 19.160525 | 25.033079 | 12.961780 | 16.421702 | 1.639475 | -1.465907 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | ee Shape | 11.205418 | 11.205418 | 1.953474 | -0.251907 | 1.224425 | 0.874428 | 0.258640 | 0.535294 | -0.986483 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | ee Shape | 8.181968 | 8.181968 | 2.649203 | 1.081195 | 1.690628 | 0.618355 | 0.639545 | -1.565920 | -1.971745 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | ee Shape | 7.427481 | 7.427481 | 2.265004 | 0.675117 | 1.503065 | 0.539697 | 0.881980 | -1.194420 | -1.833334 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | ee Shape | 7.361394 | 7.361394 | 2.962724 | 1.309494 | 2.008197 | 1.538670 | 1.243411 | -0.875986 | -1.567851 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Temporal Variability | 16.825406 | 7.432246 | 10.369405 | 12.851745 | 12.264505 | 16.825406 | 13.932301 | -1.590795 | -0.912283 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | ee Temporal Variability | 17.937870 | 8.027124 | 5.728993 | 13.380231 | 13.501602 | 15.468990 | 17.937870 | -2.221493 | -2.992922 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Temporal Variability | 23.294811 | 8.917128 | 13.081431 | 18.439033 | 16.483771 | 23.294811 | 22.419647 | 0.094557 | 1.350967 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | ee Shape | 8.061740 | 2.466171 | 8.061740 | 1.846219 | 0.997594 | 1.205685 | 0.957110 | -2.057119 | -1.425636 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Temporal Variability | 16.225565 | 12.519705 | 7.289491 | 11.776825 | 13.514391 | 15.551858 | 16.225565 | -1.944110 | -2.384700 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 26.663871 | 7.280111 | 9.369984 | 26.663871 | 25.256537 | 1.506166 | 1.297067 | -1.649507 | -0.643516 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | ee Power | 16.581626 | 6.300404 | 5.959409 | 15.844731 | 16.581626 | 13.008166 | 10.281307 | 4.417913 | 4.332282 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | ee Shape | 11.384110 | 3.280018 | 11.384110 | 2.841216 | 2.511061 | 2.814980 | 1.954157 | -0.460856 | -0.312226 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Temporal Variability | 22.762257 | 11.585796 | 16.847349 | 22.060442 | 19.880332 | 22.762257 | 21.351556 | -3.162927 | -1.754820 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | ee Shape | 8.031593 | 8.031593 | 2.497978 | 2.024662 | 2.374089 | 0.471694 | 5.305269 | -0.941984 | 1.058817 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | ee Shape | 8.432375 | 2.032361 | 8.432375 | 1.502876 | 1.113830 | 2.091568 | 0.888256 | -0.982992 | -0.193606 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Temporal Variability | 14.611811 | 14.091563 | 7.589901 | 12.449019 | 13.248219 | 13.181284 | 14.611811 | -1.824738 | -2.139875 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Temporal Variability | 18.440557 | 16.927081 | 8.911554 | 16.180482 | 17.039104 | 16.668785 | 18.440557 | -0.096398 | -1.971792 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | ee Shape | 7.834312 | 2.289326 | 7.834312 | 1.312633 | 0.942208 | 1.356848 | 1.127107 | -0.649128 | 0.601466 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | ee Temporal Variability | 29.805433 | 17.115511 | 8.315736 | 12.857829 | 13.855691 | 29.805433 | 22.098357 | -0.683611 | -1.369694 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Temporal Variability | 25.274118 | 19.966430 | 9.567161 | 17.871285 | 20.126740 | 9.198219 | 25.274118 | -5.307838 | -5.239825 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Temporal Variability | 20.188847 | 6.813571 | 10.429611 | 16.795160 | 16.633896 | 20.188847 | 5.071322 | -2.240943 | -1.890287 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | ee Power | 10.151987 | 5.250571 | 5.465445 | 9.125050 | 10.151987 | 4.443389 | -1.383562 | -0.664122 | -0.177602 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | ee Shape | 15.558453 | 8.565822 | 15.558453 | 10.803280 | 10.398726 | 9.644275 | 13.099817 | 13.089030 | 10.062501 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Temporal Discontinuties | 2037.427493 | 50.458355 | 96.266964 | 137.754888 | 168.014654 | 47.233092 | 52.980234 | 1483.525226 | 2037.427493 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | ee Temporal Discontinuties | 781.549815 | 90.105604 | 82.521615 | 107.901186 | 112.028293 | 103.759753 | 112.123160 | 566.511769 | 781.549815 |